Evidence map›Paper›PMID 41229215›Full record

ArticleSmall methods2025

BMDx2: A Tool for Integrating Toxicogenomics-Based Dose-Dependency Analysis and AOP-Based Mechanistic Insights.

Angela Serra, Michele Fratello, Giorgia Migliaccio, Emanuele Di Lieto, Marcella Torres Maia, Laura Aliisa Saarimäki, Alisa Pavel, Alexandra Schaffert, Andreas Tsoumanis, Antreas Afantitis and 3 more

Abstract read
In one paragraph

Article in Small methods, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Article
  2. Review
  3. Review
  4. ARACRA: Automated RNA-seq Analysis for Chemical Risk Assessment.Computational and structural biotechnology journal · 2026
    Article
  5. Article
  6. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Angela SerraFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0002-3374-1492
Michele FratelloFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0002-3997-2339
Giorgia MigliaccioFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0003-0552-0155
Emanuele Di LietoFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0009-0000-3329-8649
Marcella Torres MaiaFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0001-9489-4129
Laura Aliisa SaarimäkiFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0003-1996-286X
Alisa PavelFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0002-2983-0214
Alexandra SchaffertFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0001-8159-1292
Andreas TsoumanisEntelos Institute, Larnaca, 6059, Cyprus.
Antreas AfantitisEntelos Institute, Larnaca, 6059, Cyprus.
Jack MorikkaFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0002-0053-4171
Giusy Del GiudiceFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0003-0999-4796
Dario GrecoFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere, 33100, Finland.ORCID 0000-0001-9195-9003

Funding

HORIZON EUROPE 101043848HORIZON EUROPE Digital, Industry and Space 101137742
6 · The paper itself

Abstract

Despite the advent of mechanistic toxicology using omics data to link molecular perturbations with systemic outcomes, regulatory toxicology still lacks the application of mechanism-anchored metrics from such data. This is partially because traditional gene-centric analysis often falls short of linking molecular changes to adverse outcomes. To address this gap, BMDx2, an open-source tool that transforms multi-dose toxicogenomics datasets into quantitative, mechanistic evidence for human chemical safety assessment is developed. BMDx2 couples benchmark-dose modeling with Adverse Outcome Pathway (AOP) enrichment to derive transcriptomic-based points of departure, enabling potency ranking, chemical prioritization, and mechanistically anchored explanations of the effect of chemical exposures. BMDx2 can process a broad range of data, including DNA microarray and RNA sequencing studies. Here, case studies are used to illustrate the versatility of BMDx2 in characterizing the mechanism of action of chemicals. An initial case study on carbon nanotubes exposure applies integrative analysis of transcriptomics and genome-wide DNA methylation data, uncovering cellular reprogramming processes underlying fibrosis. A second case study on bleomycin exposure demonstrate how transcriptomic data alone can be mapped to fibrosis-related AOPs in a standardized, regulatory appropriate manner. Together, these examples show how BMDx2 supports the regulatory application of toxicogenomics and accelerates mechanism-based chemical safety evaluation.

Indexed as

Dose-Response Relationship, DrugMultiomicsSoftwareToxicogeneticsDatasets as TopicDNA MethylationFibrosisGene Expression ProfilingHumansadverse outcome pathwaysbenchmark dose analysispoint of departuretoxicogenomics

Identifiers

PMID41229215
PMCPMC12716184

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.